RemoteEye: An open-source high-speed remote eye tracker

by Benedikt Hosp, Shahram Eivazi, Maximilian Maurer, Woflgang Fuhl, David Geisler, and Enkelejda Kasneci

In Behavior Research Methods. Springer, 2020.

[PDF] [BIB]

@article{hospBRM2020RemoteEye, author = {Hosp, Benedikt and Eivazi, Shahram and Maurer, Maximilian and Fuhl, Woflgang and Geisler, David and Kasneci, Enkelejda}, title = {RemoteEye: An open-source high-speed remote eye tracker}, journal = {Behavior Research Methods}, year = {2020}, month = {mar}, publisher = {Springer}, related = {chair/team/benedikt-hosp,chair/team/shahram-eivazi,chair/team/wolfgang-fuhl,chair/team/david-geisler,chair/team/enkelejda-kasneci}, month_numeric = {3} }

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Tiny convolution, decision tree, and binary neuronal networks for robust and real time pupil outline estimation

by Wolfgang Fuhl, Hong Gao, and Enkelejda Kasneci

In Eye Tracking Research and Applications. ACM, 2020.

[BIB]

@inproceedings{fuhlETRA2020TinyCNN, author = {Fuhl, Wolfgang and Gao, Hong and Kasneci, Enkelejda}, title = {Tiny convolution, decision tree, and binary neuronal networks for robust and real time pupil outline estimation}, booktitle = {Eye Tracking Research and Applications}, year = {2020}, publisher = {ACM}, related = {chair/team/wolfgang-fuhl,chair/team/hong-gao,chair/team/enkelejda-kasneci} }

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Neural networks for optical vector and eye ball parameter estimation

by Wolfgang Fuhl, Hong Gao, and Enkelejda Kasneci

In Eye Tracking Research and Applications. ACM, 2020.

[BIB]

@inproceedings{fuhlETRA2020NNOpticalVector, author = {Fuhl, Wolfgang and Gao, Hong and Kasneci, Enkelejda}, title = {Neural networks for optical vector and eye ball parameter estimation}, booktitle = {Eye Tracking Research and Applications}, year = {2020}, publisher = {ACM}, related = {chair/team/wolfgang-fuhl,chair/team/hong-gao,chair/team/enkelejda-kasneci} }

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Training Decision Trees as Replacement for Convolution Layers

by W. Fuhl, G. Kasneci, W. Rosenstiel, and E. Kasneci

In Conference on Artificial Intelligence, AAAI, 2020.

[PDF] [BIB]

@inproceedings{AAAIFuhlW, author = {Fuhl, W. and Kasneci, G. and Rosenstiel, W. and Kasneci, E.}, title = {Training Decision Trees as Replacement for Convolution Layers}, booktitle = {Conference on Artificial Intelligence, AAAI}, year = {2020}, month = {feb}, related = {chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl}, month_numeric = {2} }

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Encodji: Encoding Gaze Data Into Emoji Space for an Amusing Scanpath Classification Approach ;)

by Wolfgang Fuhl, Efe Bozkir, Benedikt Hosp, Nora Castner, David Geisler, Thiago C., and Enkelejda Kasneci

In Eye Tracking Research and Applications, 2019.

[PDF] [BIB]

@inproceedings{C2019, author = {Fuhl, Wolfgang and Bozkir, Efe and Hosp, Benedikt and Castner, Nora and Geisler, David and C., Thiago and Kasneci, Enkelejda}, title = {Encodji: Encoding Gaze Data Into Emoji Space for an Amusing Scanpath Classification Approach ;)}, booktitle = {Eye Tracking Research and Applications}, year = {2019}, related = {chair/team/benedikt-hosp,chair/team/efe-bozkir,chair/team/nora-castner,chair/team/thiago-santini,chair/team/wolfgang-fuhl,chair/team/david-geisler,chair/team/enkelejda-kasneci} }

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Ferns for area of interest free scanpath classification

by W. Fuhl, N. Castner, T. C. Kübler, A. Lotz, W. Rosenstiel, and E. Kasneci

In Proceedings of the 2019 ACM Symposium on Eye Tracking Research & Applications (ETRA) , 2019.

[PDF] [BIB]

@inproceedings{FFAO2019, author = {Fuhl, W. and Castner, N. and Kübler, T. C. and Lotz, A. and Rosenstiel, W. and Kasneci, E.}, title = {Ferns for area of interest free scanpath classification}, booktitle = {Proceedings of the 2019 ACM Symposium on Eye Tracking Research & Applications (ETRA) }, year = {2019}, month = {jun}, related = {chair/team/enkelejda-kasneci,chair/team/nora-castner,chair/team/wolfgang-fuhl,chair/team/thomas-kuebler}, month_numeric = {6} }

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Image-based extraction of eye features for robust eye tracking

by W. Fuhl

PhD thesis. University of Tübingen, 2019.

[PDF] [BIB]

@phdthesis{WF042019, author = {Fuhl, W.}, title = {Image-based extraction of eye features for robust eye tracking}, school = {University of Tübingen}, year = {2019}, month = {apr}, related = {chair/team/wolfgang-fuhl}, month_numeric = {4} }

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500,000 images closer to eyelid and pupil segmentation

by W. Fuhl, W. Rosenstiel, and E. Kasneci

In Computer Analysis of Images and Patterns, CAIP, 2019.

[PDF] [BIB]

@inproceedings{CAIP2019FuhlW, author = {Fuhl, W. and Rosenstiel, W. and Kasneci, E.}, title = {500,000 images closer to eyelid and pupil segmentation}, booktitle = {Computer Analysis of Images and Patterns, CAIP}, year = {2019}, month = {nov}, related = {chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl}, month_numeric = {11} }

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RemoteEye: An Open Source remote Eye Tracker

by B. Hosp, S. Evazi, M. Maurer, W. Fuhl, and E. Kasneci

In Behavior Research Methods, BRM, 2019.

[BIB]

@article{BRM2019HospB, author = {Hosp, B. and Evazi, S. and Maurer, M. and Fuhl, W. and Kasneci, E.}, title = {RemoteEye: An Open Source remote Eye Tracker}, journal = {Behavior Research Methods, BRM}, year = {2019}, month = {dec}, related = {chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl,chair/team/benedikt-hosp}, month_numeric = {12} }

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The applicability of Cycle GANs for pupil and eyelid segmentation, data generation and image refinement

by W. Fuhl, D. Geisler, W. Rosenstiel, and E. Kasneci

In International Conference on Computer Vision Workshops, ICCVW, 2019.

[PDF] [BIB]

@inproceedings{ICCVW2019FuhlW, author = {Fuhl, W. and Geisler, D. and Rosenstiel, W. and Kasneci, E.}, title = {The applicability of Cycle GANs for pupil and eyelid segmentation, data generation and image refinement}, booktitle = {International Conference on Computer Vision Workshops, ICCVW}, year = {2019}, month = {nov}, related = {chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl,chair/team/david-geisler}, month_numeric = {11} }

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Learning to validate the quality of detected landmarks

by W. Fuhl and E. Kasneci

In International Conference on Machine Vision, ICMV, 2019.

[PDF] [BIB]

@inproceedings{ICMV2019FuhlW, author = {Fuhl, W. and Kasneci, E.}, title = {Learning to validate the quality of detected landmarks}, booktitle = {International Conference on Machine Vision, ICMV}, year = {2019}, month = {nov}, related = {chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl}, month_numeric = {11} }

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PuRe: Robust Pupil Detection for Real-Time Pervasive Eye Tracking

by T. Santini, W. Fuhl, and E. Kasneci

In Elsevier Computer Vision and Image Understanding To Appear, 2018.

[PDF] [BIB]

@article{TWE052018, author = {Santini, T. and Fuhl, W. and Kasneci, E.}, title = {PuRe: Robust Pupil Detection for Real-Time Pervasive Eye Tracking}, journal = {Elsevier Computer Vision and Image Understanding}, year = {2018}, month = {may}, volume = {To Appear}, related = {eam/thiago-santini,chair/team/wolfgang-fuhl,chair/team/enkelejda-kasneci}, month_numeric = {5} }

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PuReST: Robust Pupil Tracking for Real-Time Pervasive Eye Tracking

by T. Santini, W. Fuhl, and E. Kasneci

In Proceedings of the 2018 ACM Symposium on Eye Tracking Research & Applications (ETRA), 2018.

[PDF] [BIB]

@inproceedings{TWE062018, author = {Santini, T. and Fuhl, W. and Kasneci, E.}, title = {PuReST: Robust Pupil Tracking for Real-Time Pervasive Eye Tracking}, booktitle = {Proceedings of the 2018 ACM Symposium on Eye Tracking Research & Applications (ETRA)}, year = {2018}, month = {jun}, related = {chair/team/thiago-santini,chair/team/wolfgang-fuhl,chair/team/enkelejda-kasneci}, month_numeric = {6} }

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CBF:Circular binary features for robust and real-time pupil center detection

by W. Fuhl, D. Geisler, T. Santini, T. Appel, W. Rosenstiel, and E. Kasneci

In ACM Symposium on Eye Tracking Research & Applications, 2018.

[PDF] [BIB]

@inproceedings{WDTTWE062018, author = {Fuhl, W. and Geisler, D. and Santini, T. and Appel, T. and Rosenstiel, W. and Kasneci, E.}, title = {CBF:Circular binary features for robust and real-time pupil center detection}, booktitle = {ACM Symposium on Eye Tracking Research & Applications}, year = {2018}, month = {jun}, related = {chair/team/thiago-santini,chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl,chair/team/david-geisler,chair/team/tobias-appel}, month_numeric = {6} }

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Automatic generation of saliency-based areas of interest

by W. Fuhl, T. Kübler, T. Santini, and E. Kasneci

In Symposium on Vision, Modeling and Visualization (VMV), 2018.

[PDF] [BIB]

@inproceedings{AGAS2018, author = {Fuhl, W. and Kübler, T. and Santini, T. and Kasneci, E.}, title = {Automatic generation of saliency-based areas of interest}, booktitle = {Symposium on Vision, Modeling and Visualization (VMV)}, year = {2018}, month = {sep}, related = {chair/team/enkelejda-kasneci,chair/team/thiago-santini,chair/team/wolfgang-fuhl,chair/team/thomas-kuebler}, month_numeric = {9} }

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Region of interest generation algorithms for eye tracking data

by W. Fuhl, T. C. Kübler, H. Brinkmann, R. Rosenberg, W. Rosenstiel, and E. Kasneci

In Third Workshop on Eye Tracking and Visualization (ETVIS), in conjunction with ACM ETRA, 2018.

[PDF] [BIB]

@inproceedings{ROIGA2018, author = {Fuhl, W. and Kübler, T. C. and Brinkmann, H. and Rosenberg, R. and Rosenstiel, W. and Kasneci, E.}, title = {Region of interest generation algorithms for eye tracking data}, booktitle = {Third Workshop on Eye Tracking and Visualization (ETVIS), in conjunction with ACM ETRA}, year = {2018}, month = {jun}, related = {chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl,chair/team/thomas-kuebler}, month_numeric = {6} }

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MAM: Transfer learning for fully automatic video annotation and specialized detector creation

by W. Fuhl, N. Castner, L. Zhuang, M. Holzer, W. Rosenstiel, and E. Kasneci

In International Conference on Computer Vision Workshops, ICCVW, 2018.

[PDF] [BIB]

@inproceedings{ICCVW2018FuhlW, author = {Fuhl, W. and Castner, N. and Zhuang, L. and Holzer, M. and Rosenstiel, W. and Kasneci, E.}, title = {MAM: Transfer learning for fully automatic video annotation and specialized detector creation }, booktitle = {International Conference on Computer Vision Workshops, ICCVW}, year = {2018}, related = {chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl,chair/team/nora-castner} }

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Eye movement velocity and gaze data generator for evaluation, robustness testing and assess of eye tracking software and visualization tools

by W. Fuhl and E. Kasneci

In Poster at Egocentric Perception, Interaction and Computing, EPIC, 2018.

[PDF] [BIB]

@inproceedings{EPIC2018FuhlW, author = {Fuhl, W. and Kasneci, E.}, title = {Eye movement velocity and gaze data generator for evaluation, robustness testing and assess of eye tracking software and visualization tools}, booktitle = {Poster at Egocentric Perception, Interaction and Computing, EPIC}, year = {2018}, related = {chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl} }

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BORE: Boosted-oriented edge optimization for robust, real time remote pupil center detection

by W. Fuhl, S. Eivazi, B. Hosp, A. Eivazi, W. Rosenstiel, and E. Kasneci

In Eye Tracking Research and Applications, ETRA, 2018.

[PDF] [BIB]

@inproceedings{ETRA2018FuhlW, author = {Fuhl, W. and Eivazi, S. and Hosp, B. and Eivazi, A. and Rosenstiel, W. and Kasneci, E.}, title = {BORE: Boosted-oriented edge optimization for robust, real time remote pupil center detection}, booktitle = {Eye Tracking Research and Applications, ETRA}, year = {2018}, related = {chair/team/enkelejda-kasneci,chair/team/shahram-eivazi,chair/team/wolfgang-fuhl,chair/team/benedikt-hosp} }

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Rule based learning for eye movement type detection

by W. Fuhl, N. Castner, and E. Kasneci

In International Conference on Multimodal Interaction Workshops, ICMIW, 2018.

[PDF] [BIB]

@inproceedings{ICMIW2019FuhlW2, author = {Fuhl, W. and Castner, N. and Kasneci, E.}, title = {Rule based learning for eye movement type detection}, booktitle = {International Conference on Multimodal Interaction Workshops, ICMIW}, year = {2018}, related = {chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl,chair/team/nora-castner} }

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Histogram of oriented velocities for eye movement detection

by W. Fuhl, N. Castner, and E. Kasneci

In International Conference on Multimodal Interaction Workshops, ICMIW, 2018.

[PDF] [BIB]

@inproceedings{ICMIW2019FuhlW1, author = {Fuhl, W. and Castner, N. and Kasneci, E.}, title = {Histogram of oriented velocities for eye movement detection}, booktitle = {International Conference on Multimodal Interaction Workshops, ICMIW}, year = {2018}, related = {chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl,chair/team/nora-castner} }

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Saliency Sandbox: Bottom-Up Saliency Framework

by D. Geisler, W. Fuhl, T. Santini, and E. Kasneci

In 12th Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2017), 2017.

[PDF] [BIB]

@inproceedings{DWTE022017, author = {Geisler, D. and Fuhl, W. and Santini, T. and Kasneci, E.}, title = {Saliency Sandbox: Bottom-Up Saliency Framework}, booktitle = {12th Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2017)}, year = {2017}, month = {feb}, related = {chair/team/thiago-santini,chair/team/wolfgang-fuhl,chair/team/david-geisler,chair/team/enkelejda-kasneci}, month_numeric = {2} }

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EyeRecToo: Open-Source Software for Real-Time Pervasive Head-Mounted Eye-Tracking

by T. Santini, W. Fuhl, D. Geisler, and E. Kasneci

In 12th Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2017), 2017.

[PDF] [BIB]

@inproceedings{TWDE022017, author = {Santini, T. and Fuhl, W. and Geisler, D. and Kasneci, E.}, title = {EyeRecToo: Open-Source Software for Real-Time Pervasive Head-Mounted Eye-Tracking}, booktitle = {12th Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2017)}, year = {2017}, month = {feb}, related = {chair/team/thiago-santini,chair/team/wolfgang-fuhl,chair/team/david-geisler,chair/team/enkelejda-kasneci}, month_numeric = {2} }

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EyeLad: Remote Eye Tracking Image Labeling Tool

by W. Fuhl, T. Santini, D. Geisler, T. C. Kübler, and E. Kasneci

In 12th Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2017), 2017.

[PDF] [BIB]

@inproceedings{WTDTE022017, author = {Fuhl, W. and Santini, T. and Geisler, D. and Kübler, T. C. and Kasneci, E.}, title = {EyeLad: Remote Eye Tracking Image Labeling Tool}, booktitle = {12th Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2017)}, year = {2017}, month = {feb}, related = {chair/team/thiago-santini,chair/team/wolfgang-fuhl,chair/team/david-geisler,chair/team/thomas-kuebler,chair/team/enkelejda-kasneci}, month_numeric = {2} }

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Fast and Robust Eyelid Outline and Aperture Detection in Real-World Scenarios

by W. Fuhl, T. Santini, and E. Kasneci

In IEEE Winter Conference on Applications of Computer Vision (WACV 2017), 2017.

[PDF] [BIB]

@inproceedings{WTE032017, author = {Fuhl, W. and Santini, T. and Kasneci, E.}, title = {Fast and Robust Eyelid Outline and Aperture Detection in Real-World Scenarios}, booktitle = {IEEE Winter Conference on Applications of Computer Vision (WACV 2017)}, year = {2017}, month = {mar}, related = {chair/team/thiago-santini,chair/team/wolfgang-fuhl,chair/team/enkelejda-kasneci}, month_numeric = {3} }

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Ways of improving the precision of eye tracking data: Controlling the influence of dirt and dust on pupil detection

by W. Fuhl, T. C. Kübler, D. Hospach, O. Bringmann, W. Rosenstiel, and E. Kasneci

In Journal of Eye Movement Research 10(3), 2017.

[PDF] [BIB]

@article{WTCDOWE052017, author = {Fuhl, W. and Kübler, T. C. and Hospach, D. and Bringmann, O. and Rosenstiel, W. and Kasneci, E.}, title = {Ways of improving the precision of eye tracking data: Controlling the influence of dirt and dust on pupil detection}, journal = {Journal of Eye Movement Research}, year = {2017}, month = {may}, volume = {10}, number = {3}, related = {chair/team/wolfgang-fuhl,chair/team/thomas-kuebler,chair/team/enkelejda-kasneci}, month_numeric = {5} }

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CalibMe: Fast and Unsupervised Eye Tracker Calibration for Gaze-Based Pervasive Human-Computer Interaction

by T. Santini, W. Fuhl, and E. Kasneci

In Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems, 2017.

[PDF] [BIB]

@inproceedings{TWE052017, author = {Santini, T. and Fuhl, W. and Kasneci, E.}, title = {CalibMe: Fast and Unsupervised Eye Tracker Calibration for Gaze-Based Pervasive Human-Computer Interaction}, booktitle = {Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems}, year = {2017}, month = {may}, related = {chair/team/thiago-santini,chair/team/wolfgang-fuhl,chair/team/enkelejda-kasneci}, month_numeric = {5} }

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Towards Intelligent Surgical Microscopes: Surgeons Gaze and Instrument Tracking

by Shahram Eivazi, Wolfgang Fuhl, and Enkelejda Kasneci

In Proceedings of the 22st International Conference on Intelligent User Interfaces, IUI 2017. ACM, 2017.

[PDF] [BIB]

@inproceedings{0320170, author = {Eivazi, Shahram and Fuhl, Wolfgang and Kasneci, Enkelejda}, title = {Towards Intelligent Surgical Microscopes: Surgeons Gaze and Instrument Tracking}, booktitle = {Proceedings of the 22st International Conference on Intelligent User Interfaces, IUI 2017}, publisher = {ACM}, year = {2017}, month = {mar}, related = {chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl,chair/team/shahram-eivazi}, month_numeric = {3} }

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Towards automatic skill evaluation in microsurgery

by Shahram Eivazi, Michael Slupina, Wolfgang Fuhl, Hoorieh Afkari, Ahmad Hafez, and Enkelejda Kasneci

In Proceedings of the 22st International Conference on Intelligent User Interfaces, IUI 2017. ACM, 2017.

[PDF] [BIB]

@inproceedings{032017, author = {Eivazi, Shahram and Slupina, Michael and Fuhl, Wolfgang and Afkari, Hoorieh and Hafez, Ahmad and Kasneci, Enkelejda}, title = {Towards automatic skill evaluation in microsurgery}, booktitle = {Proceedings of the 22st International Conference on Intelligent User Interfaces, IUI 2017}, publisher = {ACM}, year = {2017}, month = {mar}, related = {chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl,chair/team/shahram-eivazi}, month_numeric = {3} }

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PupilNet v2.0: Convolutional Neural Networks for Robust Pupil Detection

by W. Fuhl, T. Santini, G. Kasneci, and E. Kasneci

In CoRR, 2017.

[PDF] [BIB]

@inproceedings{CORR2017FuhlW2, author = {Fuhl, W. and Santini, T. and Kasneci, G. and Kasneci, E.}, title = {PupilNet v2.0: Convolutional Neural Networks for Robust Pupil Detection}, booktitle = {CoRR}, year = {2017}, related = {chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl} }

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Fast camera focus estimation for gaze-based focus control

by W. Fuhl, T. Santini, and E. Kasneci

In CoRR, 2017.

[PDF] [BIB]

@inproceedings{CORR2017FuhlW1, author = {Fuhl, W. and Santini, T. and Kasneci, E.}, title = {Fast camera focus estimation for gaze-based focus control}, booktitle = {CoRR}, year = {2017}, related = {chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl} }

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Optimal eye movement strategies: a comparison of neurosurgeons gaze patterns when using a surgical microscope

by S. Eivazi, A. Hafez, W. Fuhl, H. Afkari, E. Kasneci, M. Lehecka, and R. Bednarik

In Acta Neurochirurgica, 2017.

[PDF] [BIB]

@article{ACTNEURO2017, author = {Eivazi, S. and Hafez, A. and Fuhl, W. and Afkari, H. and Kasneci, E. and Lehecka, M. and Bednarik, R.}, title = {Optimal eye movement strategies: a comparison of neurosurgeons gaze patterns when using a surgical microscope}, journal = {Acta Neurochirurgica}, year = {2017}, related = {chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl,chair/team/shahram-eivazi} }

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EyeRec: An Open-source Data Acquisition Software for Head-mounted Eye-tracking

by T. Santini, W. Fuhl, T. C. Kübler, and E. Kasneci

In Proceedings of the 11th Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP) 3: VISAPP: 386–391, 2016.

[PDF] [BIB]

@inproceedings{TWTCE022016, author = {Santini, T. and Fuhl, W. and Kübler, T. C. and Kasneci, E.}, title = {EyeRec: An Open-source Data Acquisition Software for Head-mounted Eye-tracking}, booktitle = {Proceedings of the 11th Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP)}, year = {2016}, month = {feb}, volume = {3: VISAPP}, pages = {386–391}, related = {chair/team/enkelejda-kasneci,chair/team/thomas-kuebler,chair/team/thiago-santini,chair/team/wolfgang-fuhl}, month_numeric = {2} }

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ElSe: Ellipse Selection for Robust Pupil Detection in Real-World Environments

by W. Fuhl, T. Santini, T. C. Kübler, and E. Kasneci

In Proceedings of the Ninth Biennial ACM Symposium on Eye Tracking Research & Applications (ETRA), pages 123–130, 2016.

[PDF] [BIB]

@inproceedings{WTTE032016, author = {Fuhl, W. and Santini, T. and Kübler, T. C. and Kasneci, E.}, title = {ElSe: Ellipse Selection for Robust Pupil Detection in Real-World Environments}, booktitle = {Proceedings of the Ninth Biennial ACM Symposium on Eye Tracking Research & Applications (ETRA)}, year = {2016}, month = {mar}, pages = {123–130}, related = {chair/team/enkelejda-kasneci,chair/team/thomas-kuebler,chair/team/thiago-santini,chair/team/wolfgang-fuhl}, month_numeric = {3} }

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Bayesian Identification of Fixations, Saccades, and Smooth Pursuits

by T. Santini, W. Fuhl, T. C. Kübler, and E. Kasneci

In Proceedings of the Ninth Biennial ACM Symposium on Eye Tracking Research & Applications (ETRA), pages 163–170, 2016.

[PDF] [BIB]

@inproceedings{TWTE032016, author = {Santini, T. and Fuhl, W. and Kübler, T. C. and Kasneci, E.}, title = {Bayesian Identification of Fixations, Saccades, and Smooth Pursuits}, booktitle = {Proceedings of the Ninth Biennial ACM Symposium on Eye Tracking Research & Applications (ETRA)}, year = {2016}, month = {mar}, pages = {163–170}, related = {chair/team/enkelejda-kasneci,chair/team/thomas-kuebler,chair/team/thiago-santini,chair/team/wolfgang-fuhl}, month_numeric = {3} }

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Pupil detection for head-mounted eye tracking in the wild: An evaluation of the state of the art

by Wolfgang Fuhl, Marc Tonsen, Andreas Bulling, and Enkelejda Kasneci

In Machine Vision and Applications, pages 1-14, 2016.

[PDF] [BIB]

@inproceedings{062016, author = {Fuhl, Wolfgang and Tonsen, Marc and Bulling, Andreas and Kasneci, Enkelejda}, title = {Pupil detection for head-mounted eye tracking in the wild: An evaluation of the state of the art}, booktitle = {Machine Vision and Applications}, year = {2016}, month = {jun}, pages = {1-14}, related = {chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl}, month_numeric = {6} }

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Eyes Wide Open? Eyelid Location and Eye Aperture Estimation for Pervasive Eye Tracking in Real-World Scenarios

by W. Fuhl, T. Santini, D. Geisler, T. C. Kübler, W. Rosenstiel, and E. Kasneci

In ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct publication – PETMEI 2016, 2016.

[PDF] [BIB]

@inproceedings{WTDTWE092016, author = {Fuhl, W. and Santini, T. and Geisler, D. and Kübler, T. C. and Rosenstiel, W. and Kasneci, E.}, title = {Eyes Wide Open? Eyelid Location and Eye Aperture Estimation for Pervasive Eye Tracking in Real-World Scenarios}, booktitle = {ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct publication – PETMEI 2016}, year = {2016}, month = {sep}, related = {chair/team/thiago-santini,chair/team/wolfgang-fuhl,chair/team/david-geisler,chair/team/thomas-kuebler,chair/team/enkelejda-kasneci}, month_numeric = {9} }

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Novel methods for analysis and visualization of saccade trajectories

by T. C. Kübler, W. Fuhl, R. Rosenberg, W. Rosenstiel, and E. Kasneci

3. ECCV Workshop VISART 2016, 2016.

[PDF] [BIB]

@book{TWRWE102016, author = {Kübler, T. C. and Fuhl, W. and Rosenberg, R. and Rosenstiel, W. and Kasneci, E.}, title = {Novel methods for analysis and visualization of saccade trajectories}, publisher = {ECCV Workshop VISART 2016}, year = {2016}, month = {oct}, number = {3}, related = {chair/team/wolfgang-fuhl,chair/team/thomas-kuebler,chair/team/enkelejda-kasneci}, month_numeric = {10} }

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Non-Intrusive Practitioner Pupil Detection for Unmodified Microscope Oculars

by W. Fuhl, T. Santini, C. Reichert, D. Claus, A. Herkommer, H. Bahmani, K. Rifai, S. Wahl, and E. Kasneci

In Elsevier Computers in Biology and Medicine 79: 36-44, 2016.

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@article{WTCDAHKSE122016, author = {Fuhl, W. and Santini, T. and Reichert, C. and Claus, D. and Herkommer, A. and Bahmani, H. and Rifai, K. and Wahl, S. and Kasneci, E.}, title = {Non-Intrusive Practitioner Pupil Detection for Unmodified Microscope Oculars}, journal = {Elsevier Computers in Biology and Medicine}, year = {2016}, month = {dec}, volume = {79}, pages = {36-44}, related = {chair/team/thiago-santini,chair/team/wolfgang-fuhl,chair/team/enkelejda-kasneci}, month_numeric = {12} }

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Evaluation of State-of-the-Art Pupil Detection Algorithms on Remote Eye Images

by W. Fuhl, D. Geisler, T. Santini, and E. Kasneci

In ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct publication – PETMEI 2016, 2016.

[PDF] [BIB]

@inproceedings{WDTE092016, author = {Fuhl, W. and Geisler, D. and Santini, T. and Kasneci, E.}, title = {Evaluation of State-of-the-Art Pupil Detection Algorithms on Remote Eye Images}, booktitle = {ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct publication – PETMEI 2016}, year = {2016}, month = {sep}, related = {chair/team/thiago-santini,chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl,chair/team/david-geisler}, month_numeric = {9} }

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Feature-based attentional influences on the accommodation response

by H. Bahmani, W. Fuhl, E. Gutierrez, G. Kasneci, E. Kasneci, and S. Wahl

In Vision Sciences Society Annual Meeting Abstract, 2016.

[BIB]

@inproceedings{Bahmani2016, author = {Bahmani, H. and Fuhl, W. and Gutierrez, E. and Kasneci, G. and Kasneci, E. and Wahl, S.}, title = {Feature-based attentional influences on the accommodation response}, booktitle = {Vision Sciences Society Annual Meeting Abstract}, year = {2016}, related = {chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl} }

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PupilNet: Convolutional Neural Networks for Robust Pupil Detection

by W. Fuhl, T. Santini, G. Kasneci, and E. Kasneci

In CoRR, 2016.

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@inproceedings{CORR2016FuhlW, author = {Fuhl, W. and Santini, T. and Kasneci, G. and Kasneci, E.}, title = {PupilNet: Convolutional Neural Networks for Robust Pupil Detection}, booktitle = {CoRR}, year = {2016}, related = {chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl} }

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Analysis of eye movements with Eyetrace

by T. C. Kübler, K. Sippel, W. Fuhl, G. Schievelbein, J. Aufreiter, R. Rosenberg, W. Rosenstiel, and E. Kasneci

574: 458-471. Biomedical Engineering Systems and Technologies. Communications in Computer and Information Science (CCIS). Springer International Publishing, 2015.

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@book{TCKWGJRWE2015, author = {Kübler, T. C. and Sippel, K. and Fuhl, W. and Schievelbein, G. and Aufreiter, J. and Rosenberg, R. and Rosenstiel, W. and Kasneci, E.}, title = {Analysis of eye movements with Eyetrace}, publisher = {Biomedical Engineering Systems and Technologies. Communications in Computer and Information Science (CCIS). Springer International Publishing}, year = {2015}, volume = {574}, pages = {458-471}, related = {chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl,chair/team/thomas-kuebler} }

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Eyetrace2014: Eyetracking Data Analysis Tool

by K. Sippel, T. C. Kübler, W. Fuhl, G. Schievelbein, R. Rosenberg, and W. Rosenstiel

In 8th International Conference on Health Informatics, Healthinf 2015, 2015.

[PDF] [BIB]

@inproceedings{KTWGRW1012015, author = {Sippel, K. and Kübler, T. C. and Fuhl, W. and Schievelbein, G. and Rosenberg, R. and Rosenstiel, W.}, title = {Eyetrace2014: Eyetracking Data Analysis Tool}, booktitle = {8th International Conference on Health Informatics, Healthinf 2015}, year = {2015}, month = {jan}, related = {chair/team/wolfgang-fuhl,chair/team/thomas-kuebler}, month_numeric = {1} }

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Exploiting the potential of eye movements analysis in the driving context

by E. Kasneci, T. C. Kübler, C. Braunagel, W. Fuhl, W. Stolzmann, and W. Rosenstiel

In 15. Internationales Stuttgarter Symposium Automobil- und Motorentechnik. Springer Fachmedien Wiesbaden, 2015.

[PDF] [BIB]

@inproceedings{ETCWWW032015, author = {Kasneci, E. and Kübler, T. C. and Braunagel, C. and Fuhl, W. and Stolzmann, W. and Rosenstiel, W.}, title = {Exploiting the potential of eye movements analysis in the driving context}, booktitle = {15. Internationales Stuttgarter Symposium Automobil- und Motorentechnik}, publisher = {Springer Fachmedien Wiesbaden}, year = {2015}, month = {mar}, related = {chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl,chair/team/thomas-kuebler}, month_numeric = {3} }

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ExCuSe: Robust Pupil Detection in Real-World Scenarios

by W. Fuhl, T. C. Kübler, K. Sippel, W. Rosenstiel, and E. Kasneci

In 16th International Conference on Computer Analysis of Images and Patterns (CAIP 2015), 2015.

[PDF] [BIB]

@inproceedings{WTCKWE092015, author = {Fuhl, W. and Kübler, T. C. and Sippel, K. and Rosenstiel, W. and Kasneci, E.}, title = {ExCuSe: Robust Pupil Detection in Real-World Scenarios}, booktitle = {16th International Conference on Computer Analysis of Images and Patterns (CAIP 2015)}, year = {2015}, month = {sep}, related = {chair/team/enkelejda-kasneci,chair/team/wolfgang-fuhl,chair/team/thomas-kuebler}, month_numeric = {9} }

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Arbitrarily shaped areas of interest based on gaze density gradient

by W. Fuhl, T. C. Kübler, K. Sippel, W. Rosenstiel, and E. Kasneci

In European Conference on Eye Movements, ECEM 2015, 2015.

[PDF] [BIB]

@inproceedings{ASAOIB2015, author = {Fuhl, W. and Kübler, T. C. and Sippel, K. and Rosenstiel, W. and Kasneci, E.}, title = {Arbitrarily shaped areas of interest based on gaze density gradient}, booktitle = {European Conference on Eye Movements, ECEM 2015}, year = {2015}, month = {aug}, related = {chair/team/enkelejda-kasneci,chair/team/thomas-kuebler,chair/team/wolfgang-fuhl}, month_numeric = {8} }

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Eye labeling tool

Ground truth data is an important prerequisite for the development and evaluation of many algorithms in the area of computer vision, especially when these are based on convolutional neural networks or other machine learning approaches that unfold their power mostly by supervised learning. This learning relies on ground truth data, which is laborious, tedious, and error prone for humans to generate. In this paper, we contribute a labeling tool (EyeLad) specifically designed for remote eye-tracking data to enable researchers to leverage machine learning based approaches in this field, which is of great interest for the automotive, medical, and human-computer interaction applications. The tool is multi platform and supports a variety of state-of-theart detection and tracking algorithms, including eye detection, pupil detection, and eyelid coarse positioning.

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Eye Movements Identification

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Eyetrace

Eyetrace is a tool for analysis of eye-tracking data. It has the approach to bunch a variety of different evaluation methods for a large share of eye trackers supporting scientific work and medical diagnosis. To allow EyeTrace to be compatible to different eye trackers, an additional tool called Eyetrace Butler is used. The Eyetrace Butler performs a data preprocessing and conversion for analysis with Eyetrace. It provides plugins for different eye trackers and converts their data into a format that can be imported and used by Eyetrace.

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Intelligent Surgical Microscope

Head-mounted eye tracking offers remarkable opportunities for research and applications regarding pervasive health monitoring, mental state inference, and human computer interaction in dynamic scenarios. Although a plethora of software for the acquisition of eye-tracking data exists, they often exhibit critical issues when pervasive eye tracking is considered, e.g., closed source, costly eye tracker hardware dependencies, and requiring a human supervisor for calibration. In this paper, we introduce EyeRecToo, an open-source software for real-time pervasive head-mounted eye-tracking. Out of the box, EyeRecToo offers multiple real-time state-of-the-art pupil detection and gaze estimation methods, which can be easily replaced by user implemented algorithms if desired. A novel calibration method that allows users to calibrate the system without the assistance of a human supervisor is also integrated. Moreover, this software supports multiple head-mounted eye-tracking hardware, records eye and scene videos, and stores pupil and gaze information, which are also available as a real-time stream. Thus, EyeRecToo serves as a framework to quickly enable pervasive eye-tracking research and applications.

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Robust Pupil Detection and Gaze Estimation

The reliable estimation of the pupil position in eye images is perhaps the most important prerequisite in gaze-based HMI applications. While there are many approaches that enable accurate pupil tracking under laboratory conditions, tracking the pupil in real-world images is highly challenging due to changes in illumination, reflections on glasses or on the eyeball, off-axis camera position, contact lenses, and many more.

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